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By decoupling camera tracking and geometric mapping with a hybrid memory design, Mem3R achieves state-of-the-art streaming 3D reconstruction while shrinking model size by 19%.
Recurrent models can now achieve Transformer-competitive performance on recall-intensive tasks, thanks to a simple memory caching mechanism that grows memory capacity with sequence length.
